Showing ONLY dataset "DataFrame" • SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None" • SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
WAR
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
0.99
WAA
0.93
runs_above_avg
0.92
runs_above_avg_adj
0.92
ER_lg
0.69
xRA_final
0.69
IPouts
0.69
xRA
0.69
WAR_rep
0.69
BIP_perc
0.64
BIP
0.64
waa_win_perc
0.63
IPouts_start
0.62
GS
0.56
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.08
team_ID
0.08
lg_ID
0.02
MOST FREQUENT VALUES
0.03
302
1.0%
0.01
297
0.9%
0.0
290
0.9%
0.04
276
0.9%
-0.02
261
0.8%
-0.08
250
0.8%
-0.11
236
0.7%
-0.1
236
0.7%
-0.07
230
0.7%
-0.05
226
0.7%
-0.06
222
0.7%
-0.01
221
0.7%
0.02
220
0.7%
-0.03
214
0.7%
-0.09
209
0.7%
SMALLEST VALUES
-3.93
1
0.0%
-3.2
1
0.0%
-3.13
1
0.0%
-3.1
1
0.0%
-2.77
1
0.0%
-2.76
2
0.0%
-2.75
1
0.0%
-2.74
1
0.0%
-2.7
1
0.0%
-2.66
1
0.0%
-2.62
1
0.0%
-2.61
1
0.0%
-2.58
1
0.0%
-2.56
1
0.0%
-2.53
1
0.0%
LARGEST VALUES
12.19
1
0.0%
12.08
1
0.0%
11.93
1
0.0%
11.75
1
0.0%
11.71
1
0.0%
11.23
1
0.0%
10.83
1
0.0%
10.73
1
0.0%
10.72
1
0.0%
10.67
1
0.0%
10.61
1
0.0%
10.43
1
0.0%
10.41
2
0.0%
10.3
1
0.0%
10.28
1
0.0%
name_common
MISSING:
---
32
0%
-
-
Roberto Hernandez
32
0%
-
-
Mike Stanton
28
0%
-
-
Tommy John
27
0%
-
-
Greg Harris
27
0%
-
-
Nolan Ryan
27
0%
-
-
Jamie Moyer
27
0%
-
-
Steve Carlton
27
0%
-
-
Jim Kaat
26
0%
-
-
Jesse Orosco
26
0%
-
-
Terry Mulholland
26
0%
-
-
David Weathers
26
0%
-
-
Phil Niekro
26
0%
-
-
Charlie Hough
25
0%
-
-
Don Sutton
25
0%
-
-
Greg Maddux
25
0%
-
-
Mike Morgan
25
0%
-
-
Gaylord Perry
25
0%
-
-
Dennis Eckersley
25
0%
-
-
Danny Darwin
25
0%
-
-
Jerry Reuss
25
0%
-
-
Joe Niekro
24
0%
-
-
Rick Honeycutt
24
0%
-
-
Roger Clemens
24
0%
-
-
Dennis Martinez
24
0%
-
-
David Wells
24
0%
-
-
LaTroy Hawkins
24
0%
-
-
Bert Blyleven
24
0%
-
-
Pedro Martinez
24
0%
-
-
Randy Johnson
23
0%
-
-
Bob Miller
23
0%
-
-
Bartolo Colon
23
0%
-
-
John Candelaria
23
0%
-
-
Pedro Borbon
23
0%
-
-
Doyle Alexander
23
0%
-
-
Rich Gossage
23
0%
-
-
Edwin Jackson
23
0%
-
-
Kevin Brown
23
0%
-
-
Frank Tanana
22
0%
-
-
Tom Seaver
22
0%
-
-
Darren Oliver
22
0%
-
-
Bruce Chen
22
0%
-
-
Arthur Rhodes
22
0%
-
-
Tom Glavine
22
0%
-
-
Livan Hernandez
22
0%
-
-
Ray Sadecki
22
0%
-
-
Jose Mesa
22
0%
-
-
Gene Garber
22
0%
-
-
John Smoltz
22
0%
-
-
Bob McClure
22
0%
-
-
Tom Gordon
21
0%
-
-
John Franco
21
0%
-
-
Kyle Farnsworth
21
0%
-
-
Jamey Wright
21
0%
-
-
Mike Timlin
21
0%
-
-
Russ Springer
21
0%
-
-
Lee Smith
21
0%
-
-
Fernando Rodney
21
0%
-
-
Grant Jackson
21
0%
-
-
Kent Mercker
21
0%
-
-
Bob Gibson
30,280
95%
-
-
(Other)
age
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
salary
0.28
G
0.19
mlb_ID
-0.16
IPouts_relief
0.14
GR_leverage_index_avg
0.13
year_ID
0.08
teamRpG
0.06
ER_lg
0.06
BIP_perc
0.06
xRA
0.06
RpO_replacement
0.06
BIP
0.06
runs_above_rep
0.06
WAR_rep
0.06
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.14
team_ID
0.09
lg_ID
0.01
MOST FREQUENT VALUES
26.0
3,328
10.5%
25.0
3,244
10.2%
27.0
3,177
10.0%
28.0
2,825
8.9%
24.0
2,746
8.7%
29.0
2,425
7.6%
30.0
2,006
6.3%
23.0
1,969
6.2%
31.0
1,734
5.5%
32.0
1,457
4.6%
22.0
1,233
3.9%
33.0
1,175
3.7%
34.0
922
2.9%
35.0
723
2.3%
21.0
613
1.9%
SMALLEST VALUES
17.0
2
0.0%
18.0
19
0.1%
19.0
81
0.3%
20.0
228
0.7%
21.0
613
1.9%
22.0
1,233
3.9%
23.0
1,969
6.2%
24.0
2,746
8.7%
25.0
3,244
10.2%
26.0
3,328
10.5%
27.0
3,177
10.0%
28.0
2,825
8.9%
29.0
2,425
7.6%
30.0
2,006
6.3%
31.0
1,734
5.5%
LARGEST VALUES
58.0
1
0.0%
49.0
2
0.0%
48.0
5
0.0%
47.0
4
0.0%
46.0
10
0.0%
45.0
9
0.0%
44.0
23
0.1%
43.0
33
0.1%
42.0
57
0.2%
41.0
92
0.3%
40.0
128
0.4%
39.0
191
0.6%
38.0
285
0.9%
37.0
407
1.3%
36.0
556
1.8%
mlb_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_ID
0.77
BIP
-0.21
BIP_perc
-0.20
IPouts
-0.19
WAR_rep
-0.19
RA
-0.18
xRA
-0.18
xRA_final
-0.18
ER_lg
-0.17
age
-0.16
IPouts_start
-0.15
GR_leverage_index_avg
-0.14
GS
-0.13
salary
0.12
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.33
stint_ID
0.02
lg_ID
0.01
MOST FREQUENT VALUES
116550.0
28
0.1%
116803.0
27
0.1%
119469.0
27
0.1%
112008.0
27
0.1%
121597.0
27
0.1%
119786.0
26
0.1%
119488.0
26
0.1%
124000.0
26
0.1%
116176.0
26
0.1%
120051.0
26
0.1%
120438.0
25
0.1%
123006.0
25
0.1%
113726.0
25
0.1%
113060.0
25
0.1%
119785.0
25
0.1%
SMALLEST VALUES
110003.0
13
0.0%
110009.0
11
0.0%
110012.0
4
0.0%
110015.0
12
0.0%
110016.0
12
0.0%
110021.0
14
0.0%
110028.0
1
0.0%
110032.0
10
0.0%
110033.0
12
0.0%
110035.0
2
0.0%
110037.0
4
0.0%
110038.0
3
0.0%
110040.0
4
0.0%
110067.0
12
0.0%
110068.0
2
0.0%
LARGEST VALUES
677976.0
1
0.0%
676606.0
1
0.0%
675916.0
1
0.0%
673633.0
2
0.0%
673258.0
1
0.0%
672773.0
1
0.0%
672335.0
2
0.0%
671790.0
1
0.0%
670970.0
1
0.0%
670950.0
3
0.0%
670712.0
1
0.0%
670456.0
1
0.0%
670426.0
1
0.0%
670329.0
1
0.0%
670280.0
1
0.0%
player_ID
MISSING:
---
28
0%
-
-
johnto01
27
0%
-
-
carltst01
27
0%
-
-
moyerja01
27
0%
-
-
kaatji01
27
0%
-
-
ryanno01
26
0%
-
-
niekrph01
26
0%
-
-
weathda01
26
0%
-
-
houghch01
26
0%
-
-
oroscje01
26
0%
-
-
mulhote01
25
0%
-
-
niekrjo01
25
0%
-
-
suttodo01
25
0%
-
-
darwida01
25
0%
-
-
eckerde01
25
0%
-
-
morgami01
25
0%
-
-
perryga01
25
0%
-
-
reussje01
25
0%
-
-
maddugr01
24
0%
-
-
hawkila01
24
0%
-
-
martide01
24
0%
-
-
stantmi02
24
0%
-
-
wellsda01
24
0%
-
-
johnsra05
24
0%
-
-
blylebe01
24
0%
-
-
honeyri01
24
0%
-
-
clemero02
23
0%
-
-
candejo01
23
0%
-
-
tananfr01
23
0%
-
-
gossari01
23
0%
-
-
alexado01
23
0%
-
-
colonba01
23
0%
-
-
jacksed01
22
0%
-
-
smoltjo01
22
0%
-
-
seaveto01
22
0%
-
-
mesajo01
22
0%
-
-
rhodear01
22
0%
-
-
hernali01
22
0%
-
-
chenbr01
22
0%
-
-
glavito02
22
0%
-
-
gordoto01
22
0%
-
-
sadecra01
22
0%
-
-
garbege01
22
0%
-
-
oliveda02
22
0%
-
-
mcclubo01
21
0%
-
-
francjo01
21
0%
-
-
leiteal01
21
0%
-
-
sprinru01
21
0%
-
-
schilcu01
21
0%
-
-
batismi01
21
0%
-
-
torremi01
21
0%
-
-
rodnefe01
21
0%
-
-
wrighja01
21
0%
-
-
farnsky01
21
0%
-
-
millebo04
21
0%
-
-
timlimi01
21
0%
-
-
smithle02
21
0%
-
-
rogerke01
21
0%
-
-
merckke01
21
0%
-
-
reuscri01
21
0%
-
-
jacksgr01
30,314
96%
-
-
(Other)
year_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mlb_ID
0.77
teamRpG
0.45
RpO_replacement
0.43
oppRpG_rep
0.31
salary
0.28
pyth_exponent_rep
0.22
BIP
-0.22
oppRpG
0.21
BIP_perc
-0.20
IPouts
-0.20
WAR_rep
-0.20
pyth_exponent
0.18
RA
-0.16
IPouts_start
-0.16
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.39
lg_ID
0.03
stint_ID
0.03
MOST FREQUENT VALUES
2019
938
3.0%
2018
896
2.8%
2017
841
2.7%
2016
826
2.6%
2015
810
2.6%
2014
748
2.4%
2009
729
2.3%
2013
729
2.3%
2012
723
2.3%
2007
717
2.3%
2011
707
2.2%
2008
701
2.2%
2006
700
2.2%
2010
684
2.2%
2004
681
2.1%
SMALLEST VALUES
1960
257
0.8%
1961
282
0.9%
1962
331
1.0%
1963
319
1.0%
1964
337
1.1%
1965
320
1.0%
1966
345
1.1%
1967
343
1.1%
1968
306
1.0%
1969
404
1.3%
1970
403
1.3%
1971
361
1.1%
1972
367
1.2%
1973
362
1.1%
1974
365
1.2%
LARGEST VALUES
2019
938
3.0%
2018
896
2.8%
2017
841
2.7%
2016
826
2.6%
2015
810
2.6%
2014
748
2.4%
2013
729
2.3%
2012
723
2.3%
2011
707
2.2%
2010
684
2.2%
2009
729
2.3%
2008
701
2.2%
2007
717
2.3%
2006
700
2.2%
2005
653
2.1%
team_ID
MISSING:
---
TOP CATEGORIES
WAR (avg)
CLE
1,223
4%
0.696
PHI
1,199
4%
0.597
CHC
1,198
4%
0.733
NYY
1,196
4%
0.873
PIT
1,182
4%
0.596
STL
1,176
4%
0.666
BOS
1,176
4%
0.815
DET
1,170
4%
0.626
NYM
1,159
4%
0.697
CHW
1,158
4%
0.824
CIN
1,155
4%
0.622
BAL
1,134
4%
0.669
ATL
1,105
3%
0.729
HOU
1,096
3%
0.673
MIN
1,091
3%
0.754
LAD
1,089
3%
0.957
SFG
1,087
3%
0.667
(Other)
12,116
38%
0.600
ALL
31,710
100%
0.672
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_ID
PROVIDES INFORMATION ON...
lg_ID
0.95
stint_ID
0.01
THESE FEATURES GIVE INFORMATION
ON team_ID:
lg_ID
0.19
stint_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
CORRELATION RATIO WITH...
PPF
0.75
PPF_custom
0.54
RpO_replacement
0.44
year_ID
0.39
teamRpG
0.37
oppRpG_rep
0.34
mlb_ID
0.33
RS_def_total
0.27
pyth_exponent_rep
0.23
xRA_def_pitcher
0.20
oppRpG
0.18
pyth_exponent
0.16
salary
0.14
waa_win_perc_rep
0.10
stint_ID
MISSING:
---
TOP CATEGORIES
WAR (avg)
1
29,129
92%
0.709
2
2,475
8%
0.262
3
102
0%
0.133
4
3
0%
0.360
5
1
0%
0.410
ALL
31,710
100%
0.672
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
stint_ID
PROVIDES INFORMATION ON...
team_ID
0.00
lg_ID
0.00
THESE FEATURES GIVE INFORMATION
ON stint_ID:
team_ID
0.01
lg_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
CORRELATION RATIO WITH...
xRA
0.16
WAR_rep
0.15
RA
0.15
ER_lg
0.15
BIP_perc
0.15
IPouts
0.15
BIP
0.15
xRA_final
0.15
G
0.15
age
0.14
GS
0.12
IPouts_start
0.12
runs_above_rep
0.09
WAR
0.08
lg_ID
MISSING:
---
TOP CATEGORIES
WAR (avg)
AL
15,868
50%
0.703
NL
15,842
50%
0.641
ALL
31,710
100%
0.672
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lg_ID
PROVIDES INFORMATION ON...
team_ID
0.19
stint_ID
0.00
THESE FEATURES GIVE INFORMATION
ON lg_ID:
team_ID
0.95
stint_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)